CultriX / Qwen2.5-14B-Unity

huggingface.co
Total runs: 24
24-hour runs: 1
7-day runs: -5
30-day runs: 3
Model's Last Updated: December 22 2024
text-generation

Introduction of Qwen2.5-14B-Unity

Model Details of Qwen2.5-14B-Unity

merge

This is a merge of pre-trained language models created using mergekit .

Merge Details
Merge Method

This model was merged using the DARE TIES merge method using CultriX/SeQwence-14Bv1 as a base.

Models Merged

The following models were included in the merge:

Configuration

The following YAML configuration was used to produce this model:

base_model: CultriX/SeQwence-14Bv1
merge_method: dare_ties
parameters:
  normalize: true
  int8_mask: true
dtype: bfloat16

models:
  - model: CultriX/SeQwence-14Bv1
    parameters:
      weight: 0.28      # Strong base for multitask benchmarks.
      density: 0.7      # Retains strong multitask performance.

  - model: CultriX/Qwen2.5-14B-Wernickev3
    parameters:
      weight: 0.22      # Balanced to support reasoning-heavy benchmarks like BBH.
      density: 0.65

  - model: qingy2019/Qwen2.5-Math-14B-Instruct
    parameters:
      weight: 0.22      # Optimized for MATH and BBH.
      density: 0.6

  - model: allknowingroger/QwenSlerp6-14B
    parameters:
      weight: 0.18      # Reintegration of the highest scorer for stability across benchmarks.
      density: 0.65     # Focused on its exceptional multitask and reasoning strengths.

  - model: CultriX/Qwen2.5-14B-Emergedv3
    parameters:
      weight: 0.15      # Maintains multitask stability for GPQA and MMLU-PRO.
      density: 0.6

  - model: sometimesanotion/Qwen2.5-14B-Vimarckoso
    parameters:
      weight: 0.1       # Late-layer contributor for MUSR and multi-step reasoning.
      density: 0.6

adaptive_merge_parameters:
  task_weights:
    IFEval: 1.4         # Balanced to maintain instruction-following benchmarks.
    BBH: 1.4            # Ensures strong reasoning capabilities.
    MATH: 1.5           # Prioritizes mathematical reasoning.
    GPQA: 1.5           # Balanced for factual QA.
    MUSR: 1.4           # Advanced multi-step reasoning.
    MMLU-PRO: 1.5       # Emphasized for domain-specific multitask performance.

  smoothing_factor: 0.12  # Smooth transitions between task-specific contributions.

gradient_clipping:
  CultriX/SeQwence-14Bv1: 0.8
  CultriX/Qwen2.5-14B-Wernickev3: 0.8
  qingy2019/Qwen2.5-Math-14B-Instruct: 0.85
  allknowingroger/QwenSlerp6-14B: 0.8  # Balanced for high scoring model contributions.
  CultriX/Qwen2.5-14B-Emergedv3: 0.75
  sometimesanotion/Qwen2.5-14B-Vimarckoso: 0.75

tokenizer_source: CultriX/SeQwence-14Bv1

Runs of CultriX Qwen2.5-14B-Unity on huggingface.co

24
Total runs
1
24-hour runs
-6
3-day runs
-5
7-day runs
3
30-day runs

More Information About Qwen2.5-14B-Unity huggingface.co Model

Qwen2.5-14B-Unity huggingface.co

Qwen2.5-14B-Unity huggingface.co is an AI model on huggingface.co that provides Qwen2.5-14B-Unity's model effect (), which can be used instantly with this CultriX Qwen2.5-14B-Unity model. huggingface.co supports a free trial of the Qwen2.5-14B-Unity model, and also provides paid use of the Qwen2.5-14B-Unity. Support call Qwen2.5-14B-Unity model through api, including Node.js, Python, http.

Qwen2.5-14B-Unity huggingface.co Url

https://huggingface.co/CultriX/Qwen2.5-14B-Unity

CultriX Qwen2.5-14B-Unity online free

Qwen2.5-14B-Unity huggingface.co is an online trial and call api platform, which integrates Qwen2.5-14B-Unity's modeling effects, including api services, and provides a free online trial of Qwen2.5-14B-Unity, you can try Qwen2.5-14B-Unity online for free by clicking the link below.

CultriX Qwen2.5-14B-Unity online free url in huggingface.co:

https://huggingface.co/CultriX/Qwen2.5-14B-Unity

Qwen2.5-14B-Unity install

Qwen2.5-14B-Unity is an open source model from GitHub that offers a free installation service, and any user can find Qwen2.5-14B-Unity on GitHub to install. At the same time, huggingface.co provides the effect of Qwen2.5-14B-Unity install, users can directly use Qwen2.5-14B-Unity installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

Qwen2.5-14B-Unity install url in huggingface.co:

https://huggingface.co/CultriX/Qwen2.5-14B-Unity

Url of Qwen2.5-14B-Unity

Qwen2.5-14B-Unity huggingface.co Url

Provider of Qwen2.5-14B-Unity huggingface.co

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